{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Anomaly Detection in High Dimensions Using Auto-encoder\n",
    "Anomaly detection detects data points (outliers) which do not conform to an expected pattern or other items in a dataset. In statistics, anomalies, also known as outliers, are observation points that are distant from other observations. In this notebook we demonstrate how to do unsupervised anomaly detection in high dimensions using auto-encoder.\n",
    "\n",
    "We are using one of the HiCS realworld data sets ([link](https://www.ipd.kit.edu/~muellere/HiCS)) for demo. The data set contains 32 dimensions and 351 instances, with 126 of them being outliers. Alternative datasets are in the same directory, however, typically datasets with higher dimension and lower outlier proportion will have a better performance. Data points with higher reconstruction error are more likely to be outliers, and this notebook can also show which dimensions the points are outlying.\n",
    "\n",
    "References:\n",
    "* [Neural-based Outlier Discovery](https://edouardfouche.com/Neural-based-Outlier-Discovery)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Initialization\n",
    "Initilize nn context and load data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from bigdl.dllib.nncontext import *\n",
    "sc = init_nncontext(\"Anomaly Detection HD Example\")\n",
    "\n",
    "from scipy.io import arff\n",
    "import pandas as pd\n",
    "import os\n",
    "\n",
    "dataset = \"ionosphere\"           #real world dataset\n",
    "data_dir = os.getenv(\"BIGDL_HOME\")+\"/bin/data/HiCS/\"+dataset+\".arff\"\n",
    "rawdata, _ = arff.loadarff(data_dir)\n",
    "data = pd.DataFrame(rawdata)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The dataset contains 32 dimensions and 351 instances, with 126 of them being outliers."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
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       "   var_0000  var_0001  var_0002  var_0003  var_0004  var_0005  var_0006  \\\n",
       "0  0.997695  0.470555  0.926215  0.511530   0.91699  0.311460  1.000000   \n",
       "1  1.000000  0.405855  0.965175  0.319220   0.44566  0.032015  1.000000   \n",
       "2  1.000000  0.483175  1.000000  0.502425   1.00000  0.439690  0.944825   \n",
       "3  1.000000  0.274195  1.000000  1.000000   0.85608  0.000000  0.500000   \n",
       "4  1.000000  0.487995  0.970700  0.532655   0.96053  0.383725  0.885760   \n",
       "\n",
       "   var_0007  var_0008  var_0009  ...  var_0023  var_0024  var_0025  var_0026  \\\n",
       "0  0.518800  0.926215  0.411225  ...  0.244145  0.705390  0.269160  0.606330   \n",
       "1  0.477255  0.754370  0.161285  ...  0.367155  0.397660  0.407995  0.404800   \n",
       "2  0.505990  0.865410  0.526730  ...  0.298900  0.794920  0.389275  0.715500   \n",
       "3  0.500000  0.500000  0.500000  ...  0.953475  0.758065  1.000000  1.000000   \n",
       "4  0.418005  0.763990  0.398625  ...  0.174210  0.566450  0.233970  0.512155   \n",
       "\n",
       "   var_0027  var_0028  var_0029  var_0030  var_0031  class  \n",
       "0  0.329550  0.711335  0.227565  0.593205  0.273500   b'0'  \n",
       "1  0.442035  0.416870  0.468560  0.431310  0.487765   b'1'  \n",
       "2  0.413175  0.802180  0.379100  0.780225  0.308810   b'0'  \n",
       "3  0.399505  0.628410  1.000000  0.338090  1.000000   b'1'  \n",
       "4  0.189015  0.471465  0.202135  0.476960  0.171515   b'0'  \n",
       "\n",
       "[5 rows x 33 columns]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head(5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Data preprocessing\n",
    "Generate labels and normalize the data between 0 and 1."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "generate labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "labels = data['class'].astype(int)\n",
    "del data['class']\n",
    "\n",
    "labels[labels != 0] = 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "MinMaxScaler is used since we need to keep the features of outliers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import MinMaxScaler\n",
    "data_norm = MinMaxScaler().fit_transform(data).astype('float32')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Instances: 351 \n",
      "Outliers: 126\n",
      "Attributes: 32\n"
     ]
    }
   ],
   "source": [
    "print(\"Instances: %d \\nOutliers: %d\\nAttributes: %d\" % (len(data), sum(labels), len(data_norm[0])))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Build the model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "creating: createZooKerasInput\n",
      "creating: createZooKerasDense\n",
      "creating: createZooKerasDense\n",
      "creating: createZooKerasModel\n",
      "creating: createAdadelta\n",
      "creating: createZooKerasBinaryCrossEntropy\n"
     ]
    }
   ],
   "source": [
    "from bigdl.dllib.keras.layers import Input, Dense\n",
    "from bigdl.dllib.keras.models import Model\n",
    "\n",
    "compress_rate=0.8\n",
    "origin_dim=len(data_norm[0])\n",
    "\n",
    "input = Input(shape=(origin_dim,))\n",
    "encoded = Dense(int(compress_rate*origin_dim), activation='relu')(input)\n",
    "decoded = Dense(origin_dim, activation='sigmoid')(encoded)\n",
    "autoencoder = Model(input, decoded)\n",
    "\n",
    "autoencoder.compile(optimizer='adadelta', loss='binary_crossentropy')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "autoencoder.fit(x=data_norm,\n",
    "                y=data_norm,\n",
    "                batch_size=100,\n",
    "                nb_epoch=2,\n",
    "                validation_data=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Prediction\n",
    "Data are encoded and reconstructed as data_trans"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_trans = autoencoder.predict(data_norm).collect()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Evaluation\n",
    "Calculate the euclidean distance for each point from ground truth to its reconstruction. The further the distance is, the more likely the point will be an outlier."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "dist = []\n",
    "for i, x in enumerate(data_norm):\n",
    "    dist.append(np.linalg.norm(data_norm[i] - data_trans[i]))\n",
    "dist=np.array(dist)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot the ROC curve to assess the quality of anomaly detection. Here, we have achieved an AUC of 0.94 which is very good."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AUC = 0.941940\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.metrics import roc_curve, auc\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "fpr, tpr, threshold = roc_curve(labels, dist)\n",
    "roc_auc = auc(fpr, tpr)\n",
    "print('AUC = %f' % roc_auc)\n",
    "\n",
    "plt.figure(figsize=(10, 7))\n",
    "plt.plot(fpr, tpr, 'k--',\n",
    "         label='mean ROC (area = %0.2f)' % roc_auc, lw=2, color='red')\n",
    "plt.xlim([-0.05, 1.05])\n",
    "plt.ylim([-0.05, 1.05])\n",
    "plt.plot([0, 1],\n",
    "         [0, 1],\n",
    "         linestyle='--',\n",
    "         color=(0.6, 0.6, 0.6))\n",
    "plt.xlabel('False Positive rate')\n",
    "plt.ylabel('True Positive rate')\n",
    "plt.title('ROC Autoencoder compress rate: %0.1f ' % compress_rate + \"\\nInstances: %d, Outliers: %d, Attributes: %d\" % (len(data), sum(labels), len(data_norm[0])))\n",
    "plt.legend(loc=\"lower right\")\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot the outlier scores for each single data point. The higher scores should represent higher possibility of being outliers. Compared to the ground truth, where positive data points are indicated as red and negative as blue, positive data points have a much higher outlier score than negative points as expected. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 7))\n",
    "label_colors=[]*len(labels)\n",
    "label_colors = list(map(lambda x: \"r\" if x==1 else \"b\", labels))  \n",
    "plt.scatter(data.index, dist, c=label_colors, s=15)\n",
    "plt.xlabel('Index')\n",
    "plt.ylabel('Score')\n",
    "plt.title(\"Outlier Score\\nInstances: %d, Outliers: %d, Attributes: %d\" % (len(data), sum(labels), len(data_norm[0])))\n",
    "plt.tight_layout()\n",
    "#plt.savefig(\"./fig/\"+dataset+\".score.png\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Show top 20 data points with highest outlier score in descending order"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[204  45 172 226  71  37 176 246  59 224 180 212 110 198 206 190 202 186\n",
      " 242 114]\n"
     ]
    }
   ],
   "source": [
    "outlier_indices = np.argsort(-dist)[0:20]\n",
    "print(outlier_indices)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By looking at the reconstruction error, we can find hints about the dimensions in which a particular data point is outlying.\n",
    "Here, we plot the reconstruction error in dimension at data point of 204 which has the second highest outlier score."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def error_in_dim(index):\n",
    "    error = []\n",
    "    for i, x in enumerate(data_norm[index]):\n",
    "        error.append(abs(data_norm[index][i] - data_trans[index][i]))\n",
    "    error=np.array(error)\n",
    "    return error\n",
    "\n",
    "example = 204\n",
    "\n",
    "plt.figure(figsize=(10,7))\n",
    "plt.plot(error_in_dim(example))\n",
    "plt.xlabel('Index')\n",
    "plt.ylabel('Reconstruction error')\n",
    "plt.title(\"Reconstruction error in each dimension of point %d\" % example)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Show top 3 dimensions with highest reconstruction error in descending order. Data point of 204 has high reconstruction error at subspace of [8,23,29]."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[20  3 29]\n"
     ]
    }
   ],
   "source": [
    "print(np.argsort(-error_in_dim(example))[0:3])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Look at the position of the point in a subspace [28,29,30], data point of 204 as an outlier, indicated as red dot is far away from other data points."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1008 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "indicator = ['b']*len(data)\n",
    "indicator[204] = 'r'\n",
    "indicator=pd.Series(indicator)\n",
    "\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "threedee = plt.figure(figsize=(20,14)).gca(projection='3d')\n",
    "threedee.scatter(data['var_0028'], data['var_0029'], zs=data['var_0030'], \n",
    "                 c=indicator)\n",
    "threedee.set_xlabel('28')\n",
    "threedee.set_ylabel('29')\n",
    "threedee.set_zlabel('30')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You can find back the information in which each object is an outlier by looking at the reconstruction errors, or at least reduce drastically the search space. Here, we plot the reconstruction errors of outliers in the subspace of [8], data points of 21 232, 212, 100, 122, 19."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,7))\n",
    "outliers = [21, 232, 212, 100, 122, 19]\n",
    "for i in outliers:\n",
    "    plt.plot(error_in_dim(i), label=i)\n",
    "plt.legend(loc=1)\n",
    "plt.xlabel('Index')\n",
    "plt.ylabel('Reconstruction error')\n",
    "plt.title(\"Reconstruction error in each dimension of outliers\")\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Generally look into the subspace of [6,7,8] for the full dataset, the outliers are indicated as red dots, we can find out that a couple of data points are outlying. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1008 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "threedee = plt.figure(figsize=(20,14)).gca(projection='3d')\n",
    "\n",
    "threedee.scatter(data['var_0007'], data['var_0008'], zs=data['var_0009'], c='b', alpha=0.1)\n",
    "\n",
    "for i in outliers:\n",
    "    threedee.scatter(data['var_0007'][i], data['var_0008'][i], zs=data['var_0009'][i], c=\"r\", s=60)\n",
    "    #print(data['var_0007'][i], data['var_0008'][i], data['var_0009'][i])\n",
    "\n",
    "threedee.set_xlabel('7')\n",
    "threedee.set_ylabel('8')\n",
    "threedee.set_zlabel('9')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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